Overview

Dataset info

Number of variables57
Number of observations138047
Missing cells0 (0.0%)
Duplicate rows0 (0.0%)
Total size in memory60.0 MiB
Average record size in memory456.0 B

Variables types

Numeric45
Categorical3
Boolean1
Date0
URL0
Text (Unique)1
Rejected7
Unsupported0

Warnings

AddressOfEntryPoint is highly skewed (γ1 = 252.430701) Skewed
AddressOfEntryPoint has 6256 (4.5%) zeros Zeros
BaseOfCode is highly skewed (γ1 = 358.5142459) Skewed
BaseOfCode has 1691 (1.2%) zeros Zeros
BaseOfData is highly skewed (γ1 = 88.78734669) Skewed
BaseOfData has 17234 (12.5%) zeros Zeros
CheckSum has 18737 (13.6%) zeros Zeros
DllCharacteristics has 16788 (12.2%) zeros Zeros
ExportNb is highly skewed (γ1 = 25.58107956) Skewed
ExportNb has 110015 (79.7%) zeros Zeros
FileAlignment is highly skewed (γ1 = 33.97077585) Skewed
ImageBase is highly skewed (γ1 = 185.7673274) Skewed
ImportsNb has 8814 (6.4%) zeros Zeros
ImportsNbDLL has 8814 (6.4%) zeros Zeros
ImportsNbOrdinal is highly skewed (γ1 = 39.77300233) Skewed
ImportsNbOrdinal has 95967 (69.5%) zeros Zeros
LoadConfigurationSize is highly skewed (γ1 = 79.1036283) Skewed
LoadConfigurationSize has 62018 (44.9%) zeros Zeros
LoaderFlags is highly skewed (γ1 = 259.3126332) Skewed
LoaderFlags has 138022 (> 99.9%) zeros Zeros
MajorImageVersion has 86929 (63.0%) zeros Zeros
MajorLinkerVersion is highly skewed (γ1 = 30.30883116) Skewed
MajorOperatingSystemVersion is highly skewed (γ1 = 371.4931838) Skewed
MinorImageVersion is highly correlated with MajorImageVersion (ρ = 0.9975330215) Rejected
MinorLinkerVersion has 119136 (86.3%) zeros Zeros
MinorOperatingSystemVersion is highly skewed (γ1 = 204.8058794) Skewed
MinorOperatingSystemVersion has 49616 (35.9%) zeros Zeros
MinorSubsystemVersion is highly correlated with LoaderFlags (ρ = 0.9951869207) Rejected
Name has a high cardinality: 107488 distinct values Warning
NumberOfRvaAndSizes is highly skewed (γ1 = 213.8576793) Skewed
ResourcesMaxEntropy has 1646 (1.2%) zeros Zeros
ResourcesMaxSize is highly skewed (γ1 = 153.2821208) Skewed
ResourcesMaxSize has 1630 (1.2%) zeros Zeros
ResourcesMeanEntropy has 1646 (1.2%) zeros Zeros
ResourcesMeanSize is highly skewed (γ1 = 252.3658596) Skewed
ResourcesMeanSize has 1630 (1.2%) zeros Zeros
ResourcesMinEntropy has 4660 (3.4%) zeros Zeros
ResourcesMinSize is highly skewed (γ1 = 371.5394988) Skewed
ResourcesMinSize has 1670 (1.2%) zeros Zeros
ResourcesNb is highly skewed (γ1 = 26.21004226) Skewed
ResourcesNb has 1617 (1.2%) zeros Zeros
SectionAlignment is highly skewed (γ1 = 214.3991078) Skewed
SectionMaxRawsize is highly skewed (γ1 = 131.8316281) Skewed
SectionMaxVirtualsize is highly skewed (γ1 = 282.3504404) Skewed
SectionsMeanRawsize is highly correlated with SectionMaxRawsize (ρ = 0.9734351815) Rejected
SectionsMeanVirtualsize is highly correlated with SectionMaxVirtualsize (ρ = 0.9903585268) Rejected
SectionsMinEntropy has 29967 (21.7%) zeros Zeros
SectionsMinRawsize is highly skewed (γ1 = 42.26941708) Skewed
SectionsMinRawsize has 28589 (20.7%) zeros Zeros
SectionsMinVirtualsize is highly correlated with SectionsMinRawsize (ρ = 0.9991652712) Rejected
SizeOfCode is highly skewed (γ1 = 275.6827229) Skewed
SizeOfCode has 6009 (4.4%) zeros Zeros
SizeOfHeaders is highly skewed (γ1 = 129.3563751) Skewed
SizeOfHeapCommit is highly correlated with MinorSubsystemVersion (ρ = 0.9999700019) Rejected
SizeOfHeapReserve has 1657 (1.2%) zeros Zeros
SizeOfImage is highly skewed (γ1 = 117.6035024) Skewed
SizeOfInitializedData is highly skewed (γ1 = 191.4932835) Skewed
SizeOfInitializedData has 1855 (1.3%) zeros Zeros
SizeOfOptionalHeader is highly correlated with Machine (ρ = 0.9975412078) Rejected
SizeOfStackCommit is highly skewed (γ1 = 67.92858101) Skewed
SizeOfStackCommit has 1778 (1.3%) zeros Zeros
SizeOfStackReserve has 1755 (1.3%) zeros Zeros
SizeOfUninitializedData is highly skewed (γ1 = 262.4166734) Skewed
SizeOfUninitializedData has 121931 (88.3%) zeros Zeros
VersionInformationSize has 29872 (21.6%) zeros Zeros

Variables

AddressOfEntryPoint
Numeric

Distinct count23110
Unique (%)16.7%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean171956.1434
Minimum0
Maximum1074484297
Zeros (%)4.5%
Mini histogram

Quantile statistics

Minimum0
5-th percentile4112
Q112721
Median52883
Q361578
95-th percentile499492
Maximum1074484297
Range1074484297
Interquartile range48857

Descriptive statistics

Standard deviation3430552.5
Coef of variation19.95015957
Kurtosis74080.23405
Mean171956.1434
MAD236474.229
Skewness252.430701
Sum2.373802973e+10
Variance1.176869046e+13
Memory size1.1 MiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[0.00000000e+00 2.24000000e+02 4.84000000e+02 7.52000000e+02 7.81000000e+02 ... 1.71889940e+07 3.34259040e+07 1.34222216e+08 1.34223328e+08 1.07448430e+09], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
61532 8810 6.4%
 
0 6256 4.5%
 
61578 6187 4.5%
 
61562 5416 3.9%
 
5339 5314 3.8%
 
40000 3782 2.7%
 
61658 3564 2.6%
 
24735 2951 2.1%
 
58650 2911 2.1%
 
14764 2490 1.8%
 
Other values (23100) 90366 65.5%
 

Minimum 5 values

ValueCountFrequency (%) 
0 6256 4.5%
 
448 1 < 0.1%
 
520 11 < 0.1%
 
528 2 < 0.1%
 
736 16 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
1074484297 1 < 0.1%
 
536891488 1 < 0.1%
 
134223376 1 < 0.1%
 
134223280 1 < 0.1%
 
134221152 1 < 0.1%
 

BaseOfCode
Numeric

Distinct count385
Unique (%)0.3%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean57798.44921
Minimum0
Maximum2028711251
Zeros (%)1.2%
Mini histogram

Quantile statistics

Minimum0
5-th percentile4096
Q14096
Median4096
Q34096
95-th percentile8192
Maximum2028711251
Range2028711251
Interquartile range0

Descriptive statistics

Standard deviation5527658.054
Coef of variation95.63678835
Kurtosis131426.6251
Mean57798.44921
MAD104253.5532
Skewness358.5142459
Sum7978902518
Variance3.055500356e+13
Memory size1.1 MiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[0.00000000e+00 2.24000000e+02 4.80000000e+02 5.36000000e+02 6.88000000e+02 ... 6.31193600e+06 6.78707200e+06 1.37236480e+07 1.17760000e+08 2.02871125e+09], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
4096 127181 92.1%
 
8192 5127 3.7%
 
0 1691 1.2%
 
892928 432 0.3%
 
884736 303 0.2%
 
401408 284 0.2%
 
65536 241 0.2%
 
5091328 223 0.2%
 
188416 181 0.1%
 
897024 106 0.1%
 
Other values (375) 2278 1.7%
 

Minimum 5 values

ValueCountFrequency (%) 
0 1691 1.2%
 
448 1 < 0.1%
 
512 11 < 0.1%
 
528 2 < 0.1%
 
544 1 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
2028711251 1 < 0.1%
 
134217728 3 < 0.1%
 
101302272 2 < 0.1%
 
69382144 1 < 0.1%
 
66768896 1 < 0.1%
 

BaseOfData
Numeric

Distinct count1106
Unique (%)0.8%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean221374.2717
Minimum0
Maximum268435456
Zeros (%)12.5%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q128672
Median114688
Q3126976
95-th percentile626688
Maximum268435456
Range268435456
Interquartile range98304

Descriptive statistics

Standard deviation2188020.095
Coef of variation9.883804825
Kurtosis9396.058516
Mean221374.2717
MAD261181.6615
Skewness88.78734669
Sum3.056005408e+10
Variance4.787431934e+12
Memory size1.1 MiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[0.00000000e+00 6.00000000e+00 1.34000000e+02 4.03200000e+03 4.73600000e+03 ... 1.11964160e+07 1.74366720e+07 1.76107520e+07 3.38063360e+07 2.68435456e+08], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
126976 26116 18.9%
 
0 17234 12.5%
 
122880 15165 11.0%
 
12288 6336 4.6%
 
118784 5699 4.1%
 
28672 5561 4.0%
 
45056 5111 3.7%
 
36864 4783 3.5%
 
32768 3436 2.5%
 
4096 2829 2.0%
 
Other values (1096) 45777 33.2%
 

Minimum 5 values

ValueCountFrequency (%) 
0 17234 12.5%
 
12 17 < 0.1%
 
256 2 < 0.1%
 
512 1 < 0.1%
 
544 3 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
268435456 2 < 0.1%
 
263446528 1 < 0.1%
 
257961984 1 < 0.1%
 
226512896 1 < 0.1%
 
190849024 1 < 0.1%
 

Characteristics
Numeric

Distinct count104
Unique (%)0.1%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean4444.145994
Minimum2
Maximum49551
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum2
5-th percentile258
Q1258
Median258
Q38226
95-th percentile33166
Maximum49551
Range49549
Interquartile range7968

Descriptive statistics

Standard deviation8186.782524
Coef of variation1.842149771
Kurtosis6.563515124
Mean4444.145994
MAD5627.518997
Skewness2.63168177
Sum613501022
Variance67023408.09
Memory size1.1 MiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[2.00000e+00 2.50000e+00 2.45000e+01 3.45000e+01 3.70000e+01 ... 3.31750e+04 3.41800e+04 3.91120e+04 4.54545e+04 4.95510e+04], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
258 69202 50.1%
 
8450 15895 11.5%
 
8226 13448 9.7%
 
271 9190 6.7%
 
33167 6694 4.8%
 
259 6389 4.6%
 
8462 5580 4.0%
 
783 4403 3.2%
 
34 2207 1.6%
 
33166 1639 1.2%
 
Other values (94) 3400 2.5%
 

Minimum 5 values

ValueCountFrequency (%) 
2 29 < 0.1%
 
3 3 < 0.1%
 
6 11 < 0.1%
 
7 5 < 0.1%
 
14 6 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
49551 1 < 0.1%
 
41358 102 0.1%
 
36866 1 < 0.1%
 
36767 1 < 0.1%
 
34182 1 < 0.1%
 

CheckSum
Numeric

Distinct count81633
Unique (%)59.1%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean179795931.3
Minimum0
Maximum4294967295
Zeros (%)13.6%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q1106576.5
Median518026
Q3571630.5
95-th percentile2018190656
Maximum4294967295
Range4294967295
Interquartile range465054

Descriptive statistics

Standard deviation597619186.4
Coef of variation3.323874919
Kurtosis10.33429474
Mean179795931.3
MAD326705195.8
Skewness3.3058514
Sum2.482028892e+13
Variance3.57148692e+17
Memory size1.1 MiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[0.00000000e+00 5.00000000e-01 2.50000000e+00 1.26000000e+02 3.08100000e+03 ... 2.01883000e+09 2.01883300e+09 2.01883338e+09 2.02240032e+09 4.29496730e+09], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 18737 13.6%
 
2018161488 895 0.6%
 
345524 536 0.4%
 
301854 488 0.4%
 
213271 482 0.3%
 
259470 479 0.3%
 
396253 465 0.3%
 
308540 447 0.3%
 
635041 421 0.3%
 
2018577560 350 0.3%
 
Other values (81623) 114747 83.1%
 

Minimum 5 values

ValueCountFrequency (%) 
0 18737 13.6%
 
1 12 < 0.1%
 
4 3 < 0.1%
 
17 1 < 0.1%
 
108 3 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
4294967295 3 < 0.1%
 
4291814374 1 < 0.1%
 
4290060562 1 < 0.1%
 
4283694232 1 < 0.1%
 
4281546321 1 < 0.1%
 

DllCharacteristics
Numeric

Distinct count74
Unique (%)0.1%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean22312.12528
Minimum0
Maximum49504
Zeros (%)12.2%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q1320
Median33088
Q333088
95-th percentile34112
Maximum49504
Range49504
Interquartile range32768

Descriptive statistics

Standard deviation15440.57482
Coef of variation0.6920261795
Kurtosis-1.47102665
Mean22312.12528
MAD14504.87656
Skewness-0.7109935591
Sum3080121959
Variance238411350.7
Memory size1.1 MiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[0.0000e+00 5.0000e-01 1.5000e+00 3.5000e+00 1.5500e+01 ... 3.4480e+04 4.3040e+04 4.9344e+04 4.9488e+04 4.9504e+04], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
33088 61332 44.4%
 
0 16788 12.2%
 
320 16632 12.0%
 
32768 12699 9.2%
 
34112 11383 8.2%
 
1344 4419 3.2%
 
64 3840 2.8%
 
33024 3082 2.2%
 
1024 1799 1.3%
 
34048 1215 0.9%
 
Other values (64) 4858 3.5%
 

Minimum 5 values

ValueCountFrequency (%) 
0 16788 12.2%
 
1 98 0.1%
 
2 14 < 0.1%
 
3 7 < 0.1%
 
4 1 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
49504 100 0.1%
 
49472 26 < 0.1%
 
49216 23 < 0.1%
 
36864 2 < 0.1%
 
34816 4 < 0.1%
 

ExportNb
Numeric

Distinct count670
Unique (%)0.5%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean23.67426311
Minimum0
Maximum16596
Zeros (%)79.7%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0
Q30
95-th percentile30
Maximum16596
Range16596
Interquartile range0

Descriptive statistics

Standard deviation252.093958
Coef of variation10.64843948
Kurtosis936.8954123
Mean23.67426311
MAD42.98502856
Skewness25.58107956
Sum3268161
Variance63551.36364
Memory size1.1 MiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[0.0000e+00 5.0000e-01 2.5000e+00 3.5000e+00 4.5000e+00 ... 6.3825e+03 6.3985e+03 6.6275e+03 6.6350e+03 1.6596e+04], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 110015 79.7%
 
4 4369 3.2%
 
1 2909 2.1%
 
2 2737 2.0%
 
5 2644 1.9%
 
3 1221 0.9%
 
6 1098 0.8%
 
8 766 0.6%
 
7 626 0.5%
 
11 550 0.4%
 
Other values (660) 11112 8.0%
 

Minimum 5 values

ValueCountFrequency (%) 
0 110015 79.7%
 
1 2909 2.1%
 
2 2737 2.0%
 
3 1221 0.9%
 
4 4369 3.2%
 

Maximum 5 values

ValueCountFrequency (%) 
16596 1 < 0.1%
 
14556 1 < 0.1%
 
13084 2 < 0.1%
 
13064 2 < 0.1%
 
12705 1 < 0.1%
 

FileAlignment
Numeric

Distinct count9
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean694.3866944
Minimum16
Maximum65536
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum16
5-th percentile512
Q1512
Median512
Q3512
95-th percentile512
Maximum65536
Range65520
Interquartile range0

Descriptive statistics

Standard deviation1289.921098
Coef of variation1.857640863
Kurtosis1664.414225
Mean694.3866944
MAD348.6740034
Skewness33.97077585
Sum95858000
Variance1663896.44
Memory size1.1 MiB
Histogram
Histogram with fixed size bins (bins=9)
ValueCountFrequency (%) 
512 131455 95.2%
 
4096 6387 4.6%
 
128 107 0.1%
 
32 41 < 0.1%
 
65536 36 < 0.1%
 
1024 15 < 0.1%
 
16 3 < 0.1%
 
64 2 < 0.1%
 
2048 1 < 0.1%
 

Minimum 5 values

ValueCountFrequency (%) 
16 3 < 0.1%
 
32 41 < 0.1%
 
64 2 < 0.1%
 
128 107 0.1%
 
512 131455 95.2%
 

Maximum 5 values

ValueCountFrequency (%) 
65536 36 < 0.1%
 
4096 6387 4.6%
 
2048 1 < 0.1%
 
1024 15 < 0.1%
 
512 131455 95.2%
 

ImageBase
Numeric

Distinct count9099
Unique (%)6.6%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean5.350876486e+14
Minimum65536
Maximum1.844673528e+19
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum65536
5-th percentile4194304
Q14194304
Median4194304
Q3100335616
95-th percentile8.792466352e+12
Maximum1.844673528e+19
Range1.844673528e+19
Interquartile range96141312

Descriptive statistics

Standard deviation9.929589436e+16
Coef of variation185.5694009
Kurtosis34507.99989
Mean5.350876486e+14
MAD1.068980865e+15
Skewness185.7673274
Sum7.386724463e+19
Variance9.859674636e+33
Memory size1.1 MiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[6.55360000e+04 5.57056000e+05 4.16153600e+06 4.22707200e+06 4.29260800e+06 ... 8.79392886e+12 8.79393515e+12 8.79394210e+12 8.79394393e+12 1.84467353e+19], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
4194304 100163 72.6%
 
268435456 4513 3.3%
 
16777216 2428 1.8%
 
6442450944 2172 1.6%
 
4294967296 1520 1.1%
 
5368709120 627 0.5%
 
1610547200 299 0.2%
 
6.597069701e+12 236 0.2%
 
1610481664 227 0.2%
 
1022361600 216 0.2%
 
Other values (9089) 25646 18.6%
 

Minimum 5 values

ValueCountFrequency (%) 
65536 124 0.1%
 
1048576 1 < 0.1%
 
1245184 1 < 0.1%
 
1441792 1 < 0.1%
 
1835008 2 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
1.844673528e+19 4 < 0.1%
 
8.793944556e+12 14 < 0.1%
 
8.79394331e+12 23 < 0.1%
 
8.793942852e+12 11 < 0.1%
 
8.793941344e+12 20 < 0.1%
 

ImportsNb
Numeric

Distinct count954
Unique (%)0.7%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean113.2256478
Minimum0
Maximum4432
Zeros (%)6.4%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q167
Median90
Q3128
95-th percentile309
Maximum4432
Range4432
Interquartile range61

Descriptive statistics

Standard deviation123.1347042
Coef of variation1.087516005
Kurtosis78.4911312
Mean113.2256478
MAD66.02919352
Skewness5.782483175
Sum15630461
Variance15162.15538
Memory size1.1 MiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[0.0000e+00 5.0000e-01 1.5000e+00 3.5000e+00 4.5000e+00 ... 1.3880e+03 1.4305e+03 1.4485e+03 2.7025e+03 4.4320e+03], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
90 12388 9.0%
 
89 11795 8.5%
 
0 8814 6.4%
 
155 7424 5.4%
 
41 5462 4.0%
 
1 5087 3.7%
 
96 4481 3.2%
 
87 4210 3.0%
 
7 3772 2.7%
 
98 3653 2.6%
 
Other values (944) 70961 51.4%
 

Minimum 5 values

ValueCountFrequency (%) 
0 8814 6.4%
 
1 5087 3.7%
 
2 166 0.1%
 
3 145 0.1%
 
4 275 0.2%
 

Maximum 5 values

ValueCountFrequency (%) 
4432 1 < 0.1%
 
4069 1 < 0.1%
 
4060 2 < 0.1%
 
3107 1 < 0.1%
 
3046 1 < 0.1%
 

ImportsNbDLL
Numeric

Distinct count48
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean5.462936536
Minimum0
Maximum280
Zeros (%)6.4%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q13
Median4
Q38
95-th percentile13
Maximum280
Range280
Interquartile range5

Descriptive statistics

Standard deviation4.362811008
Coef of variation0.7986201156
Kurtosis268.4687478
Mean5.462936536
MAD3.205490514
Skewness6.137059529
Sum754142
Variance19.03411989
Memory size1.1 MiB
Histogram
Histogram with fixed size bins (bins=48)
Histogram
Histogram with variable size bins (bins=[ 0. 0.5 2.5 3.5 4.5 ... 35.5 38.5 39.5 44.5 280. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
3 34223 24.8%
 
8 18786 13.6%
 
4 17829 12.9%
 
7 12751 9.2%
 
0 8814 6.4%
 
1 7699 5.6%
 
2 7648 5.5%
 
6 6051 4.4%
 
5 4077 3.0%
 
9 3809 2.8%
 
Other values (38) 16360 11.9%
 

Minimum 5 values

ValueCountFrequency (%) 
0 8814 6.4%
 
1 7699 5.6%
 
2 7648 5.5%
 
3 34223 24.8%
 
4 17829 12.9%
 

Maximum 5 values

ValueCountFrequency (%) 
280 1 < 0.1%
 
274 1 < 0.1%
 
210 1 < 0.1%
 
158 1 < 0.1%
 
79 1 < 0.1%
 

ImportsNbOrdinal
Numeric

Distinct count337
Unique (%)0.2%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean4.33834129
Minimum0
Maximum3450
Zeros (%)69.5%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0
Q31
95-th percentile15
Maximum3450
Range3450
Interquartile range1

Descriptive statistics

Standard deviation34.77674455
Coef of variation8.01613848
Kurtosis2868.762652
Mean4.33834129
MAD7.217381121
Skewness39.77300233
Sum598895
Variance1209.421961
Memory size1.1 MiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[0.000e+00 5.000e-01 1.500e+00 2.500e+00 3.500e+00 ... 4.020e+02 5.355e+02 5.635e+02 7.625e+02 3.450e+03], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 95967 69.5%
 
1 21392 15.5%
 
2 3467 2.5%
 
4 2094 1.5%
 
15 1264 0.9%
 
3 1197 0.9%
 
10 805 0.6%
 
19 751 0.5%
 
11 743 0.5%
 
8 698 0.5%
 
Other values (327) 9669 7.0%
 

Minimum 5 values

ValueCountFrequency (%) 
0 95967 69.5%
 
1 21392 15.5%
 
2 3467 2.5%
 
3 1197 0.9%
 
4 2094 1.5%
 

Maximum 5 values

ValueCountFrequency (%) 
3450 1 < 0.1%
 
3431 2 < 0.1%
 
2522 1 < 0.1%
 
1922 1 < 0.1%
 
1921 1 < 0.1%
 

legitimate
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
0
96724
1
41323
ValueCountFrequency (%) 
0 96724 70.1%
 
1 41323 29.9%
 

LoadConfigurationSize
Numeric

Distinct count39
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean465674.9807
Minimum0
Maximum4294967294
Zeros (%)44.9%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median72
Q372
95-th percentile72
Maximum4294967294
Range4294967294
Interquartile range72

Descriptive statistics

Standard deviation26089866.93
Coef of variation56.02591508
Kurtosis8522.205604
Mean465674.9807
MAD930834.9623
Skewness79.1036283
Sum6.428503406e+10
Variance6.806811562e+14
Memory size1.1 MiB
Histogram
Histogram with fixed size bins (bins=39)
Histogram
Histogram with variable size bins (bins=[0.00000000e+00 3.60000000e+01 8.20000000e+01 9.80000000e+01 1.08000000e+02 ... 8.68846421e+08 8.71205717e+08 9.54651590e+08 2.20619667e+09 4.29496729e+09], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
72 73822 53.5%
 
0 62018 44.9%
 
148 973 0.7%
 
92 739 0.5%
 
112 393 0.3%
 
160 32 < 0.1%
 
870157141 14 < 0.1%
 
872254293 9 < 0.1%
 
869632853 7 < 0.1%
 
869108565 4 < 0.1%
 
Other values (29) 36 < 0.1%
 

Minimum 5 values

ValueCountFrequency (%) 
0 62018 44.9%
 
72 73822 53.5%
 
92 739 0.5%
 
104 2 < 0.1%
 
112 393 0.3%
 

Maximum 5 values

ValueCountFrequency (%) 
4294967294 1 < 0.1%
 
2734751745 1 < 0.1%
 
2213520143 1 < 0.1%
 
2198873204 1 < 0.1%
 
1953702002 1 < 0.1%
 

LoaderFlags
Numeric

Distinct count15
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean36085.05999
Minimum0
Maximum2328297507
Zeros (%)> 99.9%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0
Q30
95-th percentile0
Maximum2328297507
Range2328297507
Interquartile range0

Descriptive statistics

Standard deviation8904748.094
Coef of variation246.7710486
Kurtosis67721.55576
Mean36085.05999
MAD72166.55349
Skewness259.3126332
Sum4981434277
Variance7.929453862e+13
Memory size1.1 MiB
Histogram
Histogram with fixed size bins (bins=15)
Histogram
Histogram with variable size bins (bins=[0.00000000e+00 5.00000000e-01 1.10000000e+01 7.98000000e+02 2.50635000e+04 7.27169500e+05 2.32829751e+09], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 138022 > 99.9%
 
256 8 < 0.1%
 
1 4 < 0.1%
 
2328297507 2 < 0.1%
 
13049 1 < 0.1%
 
17509 1 < 0.1%
 
32618 1 < 0.1%
 
15839 1 < 0.1%
 
323315710 1 < 0.1%
 
3918 1 < 0.1%
 
Other values (5) 5 < 0.1%
 

Minimum 5 values

ValueCountFrequency (%) 
0 138022 > 99.9%
 
1 4 < 0.1%
 
21 1 < 0.1%
 
256 8 < 0.1%
 
1340 1 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
2328297507 2 < 0.1%
 
323315710 1 < 0.1%
 
1421721 1 < 0.1%
 
32618 1 < 0.1%
 
17509 1 < 0.1%
 

Machine
Categorical

Distinct count3
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
332
122133
34404
 
15911
512
 
3
ValueCountFrequency (%) 
332 122133 88.5%
 
34404 15911 11.5%
 
512 3 < 0.1%
 
Max length5
Mean length3.230515694
Min length3
Contains charsFalse
Contains digitsTrue
Contains spacesFalse
Contains non-wordsFalse

MajorImageVersion
Numeric

Distinct count38
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean68.75198302
Minimum0
Maximum28619
Zeros (%)63.0%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0
Q36
95-th percentile6
Maximum28619
Range28619
Interquartile range6

Descriptive statistics

Standard deviation1185.886042
Coef of variation17.248754
Kurtosis317.4676596
Mean68.75198302
MAD132.7183148
Skewness17.85951217
Sum9491005
Variance1406325.705
Memory size1.1 MiB
Histogram
Histogram with fixed size bins (bins=38)
Histogram
Histogram with variable size bins (bins=[0.0000e+00 5.0000e-01 1.5000e+00 3.5000e+00 4.5000e+00 ... 1.7515e+03 4.5660e+03 1.5582e+04 2.4967e+04 2.8619e+04], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 86929 63.0%
 
6 42607 30.9%
 
5 4700 3.4%
 
1 1093 0.8%
 
8 819 0.6%
 
10 704 0.5%
 
21315 426 0.3%
 
9 309 0.2%
 
4 223 0.2%
 
7 61 < 0.1%
 
Other values (28) 176 0.1%
 

Minimum 5 values

ValueCountFrequency (%) 
0 86929 63.0%
 
1 1093 0.8%
 
2 53 < 0.1%
 
3 41 < 0.1%
 
4 223 0.2%
 

Maximum 5 values

ValueCountFrequency (%) 
28619 1 < 0.1%
 
21315 426 0.3%
 
9849 1 < 0.1%
 
9194 1 < 0.1%
 
7641 1 < 0.1%
 

MajorLinkerVersion
Numeric

Distinct count41
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean8.619774425
Minimum0
Maximum255
Zeros (%)< 0.1%
Mini histogram

Quantile statistics

Minimum0
5-th percentile2
Q18
Median9
Q310
95-th percentile11
Maximum255
Range255
Interquartile range2

Descriptive statistics

Standard deviation4.088756513
Coef of variation0.4743461152
Kurtosis1702.394652
Mean8.619774425
MAD1.891795654
Skewness30.30883116
Sum1189934
Variance16.71792982
Memory size1.1 MiB
Histogram
Histogram with fixed size bins (bins=41)
Histogram
Histogram with variable size bins (bins=[ 0. 1.5 2.5 3.5 4.5 ... 31.5 79. 95. 254. 255. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
10 46596 33.8%
 
9 30798 22.3%
 
8 15550 11.3%
 
11 13941 10.1%
 
2 13078 9.5%
 
6 7633 5.5%
 
7 5416 3.9%
 
12 3558 2.6%
 
5 1044 0.8%
 
4 107 0.1%
 
Other values (31) 326 0.2%
 

Minimum 5 values

ValueCountFrequency (%) 
0 49 < 0.1%
 
1 69 < 0.1%
 
2 13078 9.5%
 
3 67 < 0.1%
 
4 107 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
255 13 < 0.1%
 
253 2 < 0.1%
 
242 2 < 0.1%
 
187 2 < 0.1%
 
154 1 < 0.1%
 

MajorOperatingSystemVersion
Numeric

Distinct count12
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean5.097843488
Minimum0
Maximum36868
Zeros (%)< 0.1%
Mini histogram

Quantile statistics

Minimum0
5-th percentile4
Q14
Median5
Q35
95-th percentile6
Maximum36868
Range36868
Interquartile range1

Descriptive statistics

Standard deviation99.22019151
Coef of variation19.46316943
Kurtosis138020.4565
Mean5.097843488
MAD0.8731785565
Skewness371.4931838
Sum703742
Variance9844.646404
Memory size1.1 MiB
Histogram
Histogram with fixed size bins (bins=12)
Histogram
Histogram with variable size bins (bins=[0.0000e+00 5.0000e-01 1.5000e+00 3.5000e+00 4.5000e+00 5.5000e+00 6.5000e+00 9.5000e+00 1.8439e+04 3.6868e+04], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
5 77610 56.2%
 
4 30273 21.9%
 
6 25309 18.3%
 
1 4684 3.4%
 
10 113 0.1%
 
0 47 < 0.1%
 
8 3 < 0.1%
 
9 2 < 0.1%
 
7 2 < 0.1%
 
3 2 < 0.1%
 
Other values (2) 2 < 0.1%
 

Minimum 5 values

ValueCountFrequency (%) 
0 47 < 0.1%
 
1 4684 3.4%
 
2 1 < 0.1%
 
3 2 < 0.1%
 
4 30273 21.9%
 

Maximum 5 values

ValueCountFrequency (%) 
36868 1 < 0.1%
 
10 113 0.1%
 
9 2 < 0.1%
 
8 3 < 0.1%
 
7 2 < 0.1%
 

MajorSubsystemVersion
Numeric

Distinct count6
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean4.861894862
Minimum1
Maximum10
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum1
5-th percentile4
Q14
Median5
Q35
95-th percentile6
Maximum10
Range9
Interquartile range1

Descriptive statistics

Standard deviation0.6477202308
Coef of variation0.1332238251
Kurtosis1.098801808
Mean4.861894862
MAD0.4871110763
Skewness0.2281386823
Sum671170
Variance0.4195414973
Memory size1.1 MiB
Histogram
Histogram with fixed size bins (bins=6)
Histogram
Histogram with variable size bins (bins=[ 1. 3.5 4.5 5.5 8. 10. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
5 79565 57.6%
 
4 38649 28.0%
 
6 19657 14.2%
 
3 86 0.1%
 
10 51 < 0.1%
 
1 39 < 0.1%
 

Minimum 5 values

ValueCountFrequency (%) 
1 39 < 0.1%
 
3 86 0.1%
 
4 38649 28.0%
 
5 79565 57.6%
 
6 19657 14.2%
 

Maximum 5 values

ValueCountFrequency (%) 
10 51 < 0.1%
 
6 19657 14.2%
 
5 79565 57.6%
 
4 38649 28.0%
 
3 86 0.1%
 

md5
Categorical, Unique

First 5 values
00008be6c1750e26e86b13023e9c446d
00047bbfaf0ee278576a1f5747c111da
0004ab22382c0c98cded6070a9774df9
00059aafaf28b362197b90d3fd5062bb
0005bb61a7fc798c238623103be7a3d1
Last 5 values
fffc92ba74e5ddc975d5607501d01b21
fffcd60b22efd6e82456fabf59f51da9
fffcf881aa142aa47a1f4cc49be8133b
fffdf8cb11b2b0fec2930ddc912511a1
ffff110cd8484dd75795eb2c94f2ca41

First 5 values

ValueCountFrequency (%) 
00008be6c1750e26e86b13023e9c446d 1 < 0.1%
 
00047bbfaf0ee278576a1f5747c111da 1 < 0.1%
 
0004ab22382c0c98cded6070a9774df9 1 < 0.1%
 
00059aafaf28b362197b90d3fd5062bb 1 < 0.1%
 
0005bb61a7fc798c238623103be7a3d1 1 < 0.1%
 

Last 5 values

ValueCountFrequency (%) 
ffff110cd8484dd75795eb2c94f2ca41 1 < 0.1%
 
fffdf8cb11b2b0fec2930ddc912511a1 1 < 0.1%
 
fffcf881aa142aa47a1f4cc49be8133b 1 < 0.1%
 
fffcd60b22efd6e82456fabf59f51da9 1 < 0.1%
 
fffc92ba74e5ddc975d5607501d01b21 1 < 0.1%
 

MinorImageVersion
Highly correlated

This variable is highly correlated with MajorImageVersion and should be ignored for analysis

Correlation0.9975330215

MinorLinkerVersion
Numeric

Distinct count62
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean3.819286185
Minimum0
Maximum255
Zeros (%)86.3%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0
Q30
95-th percentile25
Maximum255
Range255
Interquartile range0

Descriptive statistics

Standard deviation11.86267483
Coef of variation3.105992653
Kurtosis45.8960478
Mean3.819286185
MAD6.595554077
Skewness4.807796707
Sum527241
Variance140.7230541
Memory size1.1 MiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[ 0. 0.5 1.5 3.5 9.5 ... 71.5 77.5 83. 253.5 255. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 119136 86.3%
 
25 8436 6.1%
 
10 4837 3.5%
 
56 4056 2.9%
 
12 658 0.5%
 
22 266 0.2%
 
50 116 0.1%
 
23 69 < 0.1%
 
20 65 < 0.1%
 
1 64 < 0.1%
 
Other values (52) 344 0.2%
 

Minimum 5 values

ValueCountFrequency (%) 
0 119136 86.3%
 
1 64 < 0.1%
 
2 23 < 0.1%
 
3 14 < 0.1%
 
4 4 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
255 20 < 0.1%
 
252 2 < 0.1%
 
250 1 < 0.1%
 
238 1 < 0.1%
 
160 8 < 0.1%
 

MinorOperatingSystemVersion
Numeric

Distinct count12
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean1.092982825
Minimum0
Maximum17757
Zeros (%)35.9%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median1
Q31
95-th percentile1
Maximum17757
Range17757
Interquartile range1

Descriptive statistics

Standard deviation77.55107708
Coef of variation70.95361
Kurtosis43791.7936
Mean1.092982825
MAD0.8992014067
Skewness204.8058794
Sum150883
Variance6014.169556
Memory size1.1 MiB
Histogram
Histogram with fixed size bins (bins=12)
Histogram
Histogram with variable size bins (bins=[0.0000e+00 5.0000e-01 1.5000e+00 2.5000e+00 3.5000e+00 2.3000e+01 2.5650e+02 1.7757e+04], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
1 84280 61.1%
 
0 49616 35.9%
 
2 2404 1.7%
 
3 1732 1.3%
 
11 4 < 0.1%
 
17757 2 < 0.1%
 
9985 2 < 0.1%
 
257 2 < 0.1%
 
256 2 < 0.1%
 
35 1 < 0.1%
 
Other values (2) 2 < 0.1%
 

Minimum 5 values

ValueCountFrequency (%) 
0 49616 35.9%
 
1 84280 61.1%
 
2 2404 1.7%
 
3 1732 1.3%
 
4 1 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
17757 2 < 0.1%
 
9985 2 < 0.1%
 
257 2 < 0.1%
 
256 2 < 0.1%
 
35 1 < 0.1%
 

MinorSubsystemVersion
Highly correlated

This variable is highly correlated with LoaderFlags and should be ignored for analysis

Correlation0.9951869207

Name
Categorical

Distinct count107488
Unique (%)77.9%
Missing (%)0.0%
Missing (n)0
mshtml.dll
 
187
urlmon.dll
 
175
ieframe.dll
 
173
Other values (107485)
137512
ValueCountFrequency (%) 
mshtml.dll 187 0.1%
 
urlmon.dll 175 0.1%
 
ieframe.dll 173 0.1%
 
iertutil.dll 169 0.1%
 
wininet.dll 169 0.1%
 
jsproxy.dll 165 0.1%
 
mshtmled.dll 161 0.1%
 
ieui.dll 159 0.1%
 
sqmapi.dll 157 0.1%
 
ieproxy.dll 151 0.1%
 
Other values (107478) 136381 98.8%
 
Max length84
Mean length34.89316682
Min length5
Contains charsTrue
Contains digitsTrue
Contains spacesTrue
Contains non-wordsTrue

NumberOfRvaAndSizes
Numeric

Distinct count23
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean79087.62006
Minimum7
Maximum3402309701
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum7
5-th percentile16
Q116
Median16
Q316
95-th percentile16
Maximum3402309701
Range3402309694
Interquartile range0

Descriptive statistics

Standard deviation14669006.5
Coef of variation185.4779103
Kurtosis47274.93653
Mean79087.62006
MAD158132.9101
Skewness213.8576793
Sum1.091780869e+10
Variance2.151797516e+14
Memory size1.1 MiB
Histogram
Histogram with fixed size bins (bins=23)
Histogram
Histogram with variable size bins (bins=[7.0000000e+00 1.2000000e+01 1.4500000e+01 1.5500000e+01 1.6500000e+01 9.6000000e+01 2.3889500e+04 3.4023097e+09], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
16 137982 > 99.9%
 
15 22 < 0.1%
 
14 15 < 0.1%
 
10 6 < 0.1%
 
17 2 < 0.1%
 
48 2 < 0.1%
 
3402309701 2 < 0.1%
 
3832 1 < 0.1%
 
7 1 < 0.1%
 
48315183 1 < 0.1%
 
Other values (13) 13 < 0.1%
 

Minimum 5 values

ValueCountFrequency (%) 
7 1 < 0.1%
 
10 6 < 0.1%
 
14 15 < 0.1%
 
15 22 < 0.1%
 
16 137982 > 99.9%
 

Maximum 5 values

ValueCountFrequency (%) 
3402309701 2 < 0.1%
 
2415919120 1 < 0.1%
 
503918976 1 < 0.1%
 
478545063 1 < 0.1%
 
408335829 1 < 0.1%
 

ResourcesMaxEntropy
Numeric

Distinct count23004
Unique (%)16.7%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean5.521609606
Minimum0
Maximum7.999999979
Zeros (%)1.2%
Mini histogram

Quantile statistics

Minimum0
5-th percentile3.498670228
Q14.828705865
Median5.317552356
Q36.502239013
95-th percentile7.990743137
Maximum7.999999979
Range7.999999979
Interquartile range1.673533148

Descriptive statistics

Standard deviation1.597402564
Coef of variation0.2893001639
Kurtosis0.3180016452
Mean5.521609606
MAD1.228969154
Skewness-0.1426309716
Sum762241.6413
Variance2.551694952
Memory size1.1 MiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[0. 0.19179772 1.42935862 1.52329585 2.5488403 ... 7.99956074 7.99970343 7.99970862 7.99997593 7.99999998], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
5.317552356 24236 17.6%
 
5.155408542 5261 3.8%
 
5.869969231 3521 2.6%
 
7.990487368 3499 2.5%
 
3.764385433 3109 2.3%
 
7.967002024 2951 2.1%
 
4.0355385 2277 1.6%
 
5.050073552 2189 1.6%
 
7.987937272 1779 1.3%
 
0 1646 1.2%
 
Other values (22994) 87579 63.4%
 

Minimum 5 values

ValueCountFrequency (%) 
0 1646 1.2%
 
0.3835954354 1 < 0.1%
 
0.4363437339 1 < 0.1%
 
0.4917200597 1 < 0.1%
 
0.6547942184 1 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
7.999999979 2 < 0.1%
 
7.999998584 16 < 0.1%
 
7.999992959 1 < 0.1%
 
7.999992864 1 < 0.1%
 
7.999991997 1 < 0.1%
 

ResourcesMaxSize
Numeric

Distinct count6150
Unique (%)4.5%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean246590.254
Minimum0
Maximum4294902624
Zeros (%)1.2%
Mini histogram

Quantile statistics

Minimum0
5-th percentile840
Q12216
Median9640
Q323780
95-th percentile534528
Maximum4294902624
Range4294902624
Interquartile range21564

Descriptive statistics

Standard deviation21248603.86
Coef of variation86.16968238
Kurtosis25383.0631
Mean246590.254
MAD412368.8984
Skewness153.2821208
Sum3.404104479e+10
Variance4.515031662e+14
Memory size1.1 MiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[0.00000000e+00 5.00000000e-01 8.20000000e+01 8.70000000e+01 2.84500000e+02 ... 1.13431485e+07 1.16045725e+07 2.59505115e+07 8.07272925e+07 4.29490262e+09], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
9640 36948 26.8%
 
3752 6175 4.5%
 
2216 5035 3.6%
 
7336 3479 2.5%
 
22648 3359 2.4%
 
534528 2951 2.1%
 
67624 2600 1.9%
 
908 2427 1.8%
 
17005 1779 1.3%
 
16936 1717 1.2%
 
Other values (6140) 71577 51.8%
 

Minimum 5 values

ValueCountFrequency (%) 
0 1630 1.2%
 
1 2 < 0.1%
 
16 1 < 0.1%
 
17 1 < 0.1%
 
40 1 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
4294902624 1 < 0.1%
 
3707765520 1 < 0.1%
 
2969567280 1 < 0.1%
 
2415919166 2 < 0.1%
 
2415919134 1 < 0.1%
 

ResourcesMeanEntropy
Numeric

Distinct count42745
Unique (%)31.0%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean4.000126786
Minimum0
Maximum7.999722868
Zeros (%)1.2%
Mini histogram

Quantile statistics

Minimum0
5-th percentile3.029701606
Q13.458505343
Median3.729823906
Q34.233051101
95-th percentile6.825405641
Maximum7.999722868
Range7.999722868
Interquartile range0.7745457579

Descriptive statistics

Standard deviation1.112980784
Coef of variation0.2782363769
Kurtosis3.063954225
Mean4.000126786
MAD0.7489699667
Skewness0.7764237054
Sum552205.5025
Variance1.238726226
Memory size1.1 MiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[0. 0.01068544 0.57116941 0.5714278 1.39403898 ... 7.39213421 7.39700588 7.47659202 7.99964209 7.99972287], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
3.75279848 6020 4.4%
 
3.729823906 5620 4.1%
 
3.67288131 3558 2.6%
 
4.091268953 3470 2.5%
 
4.453367955 2951 2.1%
 
3.312742947 2910 2.1%
 
3.671985818 2708 2.0%
 
3.776759766 2524 1.8%
 
3.425848761 2277 1.6%
 
3.756068212 1914 1.4%
 
Other values (42735) 104095 75.4%
 

Minimum 5 values

ValueCountFrequency (%) 
0 1646 1.2%
 
0.02137087276 1 < 0.1%
 
0.03282708034 1 < 0.1%
 
0.03485815035 1 < 0.1%
 
0.03727914871 1 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
7.999722868 1 < 0.1%
 
7.999712155 1 < 0.1%
 
7.999704568 3 < 0.1%
 
7.99969873 1 < 0.1%
 
7.999698558 1 < 0.1%
 

ResourcesMeanSize
Numeric

Distinct count16013
Unique (%)11.6%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean55450.93496
Minimum0
Maximum2415919166
Zeros (%)1.2%
Mini histogram

Quantile statistics

Minimum0
5-th percentile448
Q1956
Median2708.153846
Q36558.428571
95-th percentile58415.28571
Maximum2415919166
Range2415919166
Interquartile range5602.428571

Descriptive statistics

Standard deviation7799163.384
Coef of variation140.6498085
Kurtosis71842.25204
Mean55450.93496
MAD94312.01288
Skewness252.3658596
Sum7654835218
Variance6.082694949e+13
Memory size1.1 MiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[0.00000000e+00 2.50000000e-01 1.13054878e+02 1.19398058e+02 1.63833333e+02 ... 1.38963400e+06 2.32628400e+06 4.13648583e+06 7.88297952e+06 2.41591917e+09], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
2739.5 11588 8.4%
 
2738.833333 9836 7.1%
 
1314.166667 3862 2.8%
 
2088.75 3470 2.5%
 
80992.85714 2951 2.1%
 
2517.6 2910 2.1%
 
2740.166667 2524 1.8%
 
3146.4 2277 1.6%
 
908 2203 1.6%
 
717.1428571 1706 1.2%
 
Other values (16003) 94720 68.6%
 

Minimum 5 values

ValueCountFrequency (%) 
0 1630 1.2%
 
0.5 2 < 0.1%
 
6.875 1 < 0.1%
 
16 1 < 0.1%
 
20.28571429 1 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
2415919166 1 < 0.1%
 
1235922137 1 < 0.1%
 
603980318.5 1 < 0.1%
 
593916568.8 1 < 0.1%
 
390446036 1 < 0.1%
 

ResourcesMinEntropy
Numeric

Distinct count17929
Unique (%)13.0%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean2.434541487
Minimum0
Maximum7.999722868
Zeros (%)3.4%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0.9038115119
Q12.178747716
Median2.458492226
Q32.696832583
95-th percentile3.55911506
Maximum7.999722868
Range7.999722868
Interquartile range0.5180848672

Descriptive statistics

Standard deviation0.8155769063
Coef of variation0.3350022625
Kurtosis2.735808624
Mean2.434541487
MAD0.523861848
Skewness-0.6680895174
Sum336081.1487
Variance0.66516569
Memory size1.1 MiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[0.00000000e+00 6.79404037e-04 1.60172030e-03 4.31467302e-02 5.04649317e-02 ... 6.77894881e+00 6.87139011e+00 7.31602938e+00 7.99964209e+00 7.99972287e+00], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
2.458492226 41736 30.2%
 
0 4660 3.4%
 
2.623078165 4363 3.2%
 
2.645763007 3974 2.9%
 
2.674419892 3109 2.3%
 
2.160964047 2247 1.6%
 
2.413566645 1912 1.4%
 
1.971335285 1715 1.2%
 
2.617026402 1662 1.2%
 
2.719302084 1524 1.1%
 
Other values (17919) 71145 51.5%
 

Minimum 5 values

ValueCountFrequency (%) 
0 4660 3.4%
 
0.001358808075 32 < 0.1%
 
0.001844632532 4 < 0.1%
 
0.003073488156 1 < 0.1%
 
0.01018533563 1 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
7.999722868 1 < 0.1%
 
7.999712155 1 < 0.1%
 
7.999704568 3 < 0.1%
 
7.99969873 1 < 0.1%
 
7.999698558 1 < 0.1%
 

ResourcesMinSize
Numeric

Distinct count1011
Unique (%)0.7%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean18180.81656
Minimum0
Maximum2415919166
Zeros (%)1.2%
Mini histogram

Quantile statistics

Minimum0
5-th percentile16
Q148
Median48
Q3132
95-th percentile964
Maximum2415919166
Range2415919166
Interquartile range84

Descriptive statistics

Standard deviation6502369.185
Coef of variation357.6500078
Kurtosis138043.3973
Mean18180.81656
MAD35928.50109
Skewness371.5394988
Sum2509807184
Variance4.228080502e+13
Memory size1.1 MiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[0.00000000e+00 5.00000000e-01 1.50000000e+00 2.50000000e+00 3.50000000e+00 ... 8.20114000e+05 8.20370000e+05 8.20882000e+05 2.36867000e+06 2.41591917e+09], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
48 54498 39.5%
 
20 10516 7.6%
 
62 9116 6.6%
 
16 6126 4.4%
 
44 4202 3.0%
 
34 3479 2.5%
 
200 2668 1.9%
 
908 2224 1.6%
 
132 1879 1.4%
 
104 1689 1.2%
 
Other values (1001) 41650 30.2%
 

Minimum 5 values

ValueCountFrequency (%) 
0 1670 1.2%
 
1 34 < 0.1%
 
2 639 0.5%
 
3 9 < 0.1%
 
4 336 0.2%
 

Maximum 5 values

ValueCountFrequency (%) 
2415919166 1 < 0.1%
 
3916200 2 < 0.1%
 
821140 4 < 0.1%
 
820624 6 < 0.1%
 
820116 36 < 0.1%
 

ResourcesNb
Numeric

Distinct count496
Unique (%)0.4%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean22.05070012
Minimum0
Maximum7694
Zeros (%)1.2%
Mini histogram

Quantile statistics

Minimum0
5-th percentile1
Q15
Median6
Q313
95-th percentile54
Maximum7694
Range7694
Interquartile range8

Descriptive statistics

Standard deviation136.4942438
Coef of variation6.190018597
Kurtosis1013.93051
Mean22.05070012
MAD26.44243257
Skewness26.21004226
Sum3044033
Variance18630.6786
Memory size1.1 MiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[0.0000e+00 5.0000e-01 1.5000e+00 2.5000e+00 3.5000e+00 ... 2.9180e+03 3.1320e+03 3.1960e+03 7.3315e+03 7.6940e+03], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
6 34463 25.0%
 
1 16814 12.2%
 
7 10127 7.3%
 
5 9113 6.6%
 
2 7261 5.3%
 
8 5602 4.1%
 
3 5465 4.0%
 
14 3556 2.6%
 
13 3302 2.4%
 
16 3246 2.4%
 
Other values (486) 39098 28.3%
 

Minimum 5 values

ValueCountFrequency (%) 
0 1617 1.2%
 
1 16814 12.2%
 
2 7261 5.3%
 
3 5465 4.0%
 
4 2785 2.0%
 

Maximum 5 values

ValueCountFrequency (%) 
7694 4 < 0.1%
 
7457 3 < 0.1%
 
7355 2 < 0.1%
 
7308 2 < 0.1%
 
5905 2 < 0.1%
 

SectionAlignment
Numeric

Distinct count12
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean7323.764341
Minimum16
Maximum134217728
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum16
5-th percentile4096
Q14096
Median4096
Q34096
95-th percentile4096
Maximum134217728
Range134217712
Interquartile range0

Descriptive statistics

Standard deviation625768.6895
Coef of variation85.44358616
Kurtosis45980.89531
Mean7323.764341
MAD6214.072675
Skewness214.3991078
Sum1011023696
Variance3.915864527e+11
Memory size1.1 MiB
Histogram
Histogram with fixed size bins (bins=12)
Histogram
Histogram with variable size bins (bins=[1.60000000e+01 2.40000000e+01 4.80000000e+01 9.60000000e+01 3.20000000e+02 ... 3.07200000e+03 6.14400000e+03 1.22880000e+04 1.08134400e+06 1.34217728e+08], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
4096 132510 96.0%
 
8192 5128 3.7%
 
65536 231 0.2%
 
128 107 0.1%
 
32 41 < 0.1%
 
512 14 < 0.1%
 
2097152 4 < 0.1%
 
16 3 < 0.1%
 
16384 3 < 0.1%
 
134217728 3 < 0.1%
 
Other values (2) 3 < 0.1%
 

Minimum 5 values

ValueCountFrequency (%) 
16 3 < 0.1%
 
32 41 < 0.1%
 
64 2 < 0.1%
 
128 107 0.1%
 
512 14 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
134217728 3 < 0.1%
 
2097152 4 < 0.1%
 
65536 231 0.2%
 
16384 3 < 0.1%
 
8192 5128 3.7%
 

SectionMaxRawsize
Numeric

Distinct count4796
Unique (%)3.5%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean650680.5078
Minimum64
Maximum4294885376
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum64
5-th percentile10240
Q157344
Median252928
Q3330752
95-th percentile958464
Maximum4294885376
Range4294885312
Interquartile range273408

Descriptive statistics

Standard deviation30072259.74
Coef of variation46.21662917
Kurtosis17932.60644
Mean650680.5078
MAD809397.2012
Skewness131.8316281
Sum8.982449206e+10
Variance9.043408058e+14
Memory size1.1 MiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[6.40000000e+01 7.78500000e+02 1.10400000e+03 1.52000000e+03 1.55200000e+03 ... 3.42205440e+07 7.94342400e+07 3.03974912e+08 4.13561958e+09 4.29488538e+09], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
330752 26774 19.4%
 
37888 4054 2.9%
 
330240 3058 2.2%
 
246272 2963 2.1%
 
29184 2659 1.9%
 
177152 2348 1.7%
 
24064 2025 1.5%
 
28672 1722 1.2%
 
338432 1678 1.2%
 
331264 1667 1.2%
 
Other values (4786) 89099 64.5%
 

Minimum 5 values

ValueCountFrequency (%) 
64 1 < 0.1%
 
512 4 < 0.1%
 
533 1 < 0.1%
 
1024 1576 1.1%
 
1184 2 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
4294885376 1 < 0.1%
 
4278255617 4 < 0.1%
 
3992983552 1 < 0.1%
 
2415955968 1 < 0.1%
 
2315259904 2 < 0.1%
 

SectionMaxVirtualsize
Numeric

Distinct count29123
Unique (%)21.1%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean634980.8138
Minimum0
Maximum4294884876
Zeros (%)< 0.1%
Mini histogram

Quantile statistics

Minimum0
5-th percentile10416
Q1108504
Median330808
Q3339716
95-th percentile1646956
Maximum4294884876
Range4294884876
Interquartile range231212

Descriptive statistics

Standard deviation12854626.76
Coef of variation20.24411838
Kurtosis91363.16358
Mean634980.8138
MAD709880.5267
Skewness282.3504404
Sum8.76571964e+10
Variance1.652414292e+14
Memory size1.1 MiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[0.00000000e+00 2.50000000e+00 9.24000000e+02 9.74000000e+02 9.80000000e+02 ... 3.42203180e+07 7.25137640e+07 7.25159080e+07 3.60727912e+08 4.29488488e+09], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
339652 9121 6.6%
 
339716 6590 4.8%
 
339684 3564 2.6%
 
37732 3564 2.6%
 
806912 3083 2.2%
 
338532 2911 2.1%
 
339748 2652 1.9%
 
110088 2490 1.8%
 
338628 2279 1.7%
 
177152 2277 1.6%
 
Other values (29113) 99516 72.1%
 

Minimum 5 values

ValueCountFrequency (%) 
0 3 < 0.1%
 
5 1 < 0.1%
 
288 1 < 0.1%
 
496 3 < 0.1%
 
566 2 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
4294884876 1 < 0.1%
 
1409305424 1 < 0.1%
 
660602880 1 < 0.1%
 
536870912 1 < 0.1%
 
385889704 1 < 0.1%
 

SectionsMaxEntropy
Numeric

Distinct count49062
Unique (%)35.5%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean6.958912885
Minimum0
Maximum7.999993792
Zeros (%)< 0.1%
Mini histogram

Quantile statistics

Minimum0
5-th percentile5.073112275
Q16.417698237
Median6.687586794
Q37.963091905
95-th percentile7.998575795
Maximum7.999993792
Range7.999993792
Interquartile range1.545393668

Descriptive statistics

Standard deviation1.044296835
Coef of variation0.1500660882
Kurtosis1.880905798
Mean6.958912885
MAD0.8599728112
Skewness-1.108638625
Sum960657.047
Variance1.09055588
Memory size1.1 MiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[0. 1.11681864 1.33304853 1.35736918 1.62917913 ... 7.99933364 7.99938809 7.9993891 7.99948604 7.99999379], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
7.963098109 6020 4.4%
 
7.962775852 5621 4.1%
 
7.963091905 3559 2.6%
 
7.99894164 2951 2.1%
 
7.966134441 2910 2.1%
 
7.962578164 2708 2.0%
 
7.963113981 2524 1.8%
 
6.303238315 2489 1.8%
 
7.963345177 2277 1.6%
 
6.497884652 2031 1.5%
 
Other values (49052) 104957 76.0%
 

Minimum 5 values

ValueCountFrequency (%) 
0 7 < 0.1%
 
1.112302714 1 < 0.1%
 
1.121334572 1 < 0.1%
 
1.127089794 1 < 0.1%
 
1.131067033 1 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
7.999993792 1 < 0.1%
 
7.999992716 1 < 0.1%
 
7.999992614 1 < 0.1%
 
7.999991902 1 < 0.1%
 
7.999990662 1 < 0.1%
 

SectionsMeanEntropy
Numeric

Distinct count58807
Unique (%)42.6%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean4.63759881
Minimum0
Maximum7.995557576
Zeros (%)< 0.1%
Mini histogram

Quantile statistics

Minimum0
5-th percentile2.372847904
Q14.001088356
Median4.892993426
Q35.638913293
95-th percentile5.674032645
Maximum7.995557576
Range7.995557576
Interquartile range1.637824937

Descriptive statistics

Standard deviation1.099464429
Coef of variation0.2370762271
Kurtosis-0.3894752768
Mean4.63759881
MAD0.9224462579
Skewness-0.7245993189
Sum640206.6029
Variance1.20882203
Memory size1.1 MiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[0. 0.08672222 0.56709019 0.66692388 0.67005824 ... 7.88176032 7.98615542 7.9896838 7.99553843 7.99555758], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
5.659356113 6020 4.4%
 
5.646443651 5620 4.1%
 
5.63083048 3557 2.6%
 
4.263377062 2951 2.1%
 
5.627823251 2909 2.1%
 
5.633449497 2708 2.0%
 
5.666337131 2524 1.8%
 
3.345280014 2438 1.8%
 
5.597266374 2277 1.6%
 
5.652470062 1914 1.4%
 
Other values (58797) 105129 76.2%
 

Minimum 5 values

ValueCountFrequency (%) 
0 7 < 0.1%
 
0.1734444429 1 < 0.1%
 
0.5670059388 1 < 0.1%
 
0.5671744489 1 < 0.1%
 
0.5703366049 1 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
7.995557576 1 < 0.1%
 
7.995557096 1 < 0.1%
 
7.995538537 1 < 0.1%
 
7.995538324 1 < 0.1%
 
7.989941156 1 < 0.1%
 

SectionsMeanRawsize
Highly correlated

This variable is highly correlated with SectionMaxRawsize and should be ignored for analysis

Correlation0.9734351815

SectionsMeanVirtualsize
Highly correlated

This variable is highly correlated with SectionMaxVirtualsize and should be ignored for analysis

Correlation0.9903585268

SectionsMinEntropy
Numeric

Distinct count25505
Unique (%)18.5%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean2.259625023
Minimum0
Maximum7.995557576
Zeros (%)21.7%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10.02039313524
Median2.545296595
Q34.087324047
95-th percentile4.226479277
Maximum7.995557576
Range7.995557576
Interquartile range4.066930912

Descriptive statistics

Standard deviation1.831893394
Coef of variation0.81070681
Kurtosis-1.557223942
Mean2.259625023
MAD1.686955924
Skewness-0.08300685238
Sum311934.4556
Variance3.355833408
Memory size1.1 MiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[0.00000000e+00 9.84279916e-04 2.73474127e-03 2.75503347e-03 2.80516401e-03 ... 7.43674897e+00 7.98818471e+00 7.98920015e+00 7.99553843e+00 7.99555758e+00], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 29967 21.7%
 
4.158506371 6020 4.4%
 
4.117264116 5620 4.1%
 
4.055230794 3558 2.6%
 
0.2069200178 2952 2.1%
 
4.034604952 2910 2.1%
 
4.053765822 2708 2.0%
 
4.189538612 2524 1.8%
 
0.02039313524 2482 1.8%
 
3.858139777 2277 1.6%
 
Other values (25495) 77029 55.8%
 

Minimum 5 values

ValueCountFrequency (%) 
0 29967 21.7%
 
0.001968559831 1 < 0.1%
 
0.002724235807 4 < 0.1%
 
0.002745246727 30 < 0.1%
 
0.002764820222 15 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
7.995557576 1 < 0.1%
 
7.995557096 1 < 0.1%
 
7.995538537 1 < 0.1%
 
7.995538324 1 < 0.1%
 
7.989941156 1 < 0.1%
 

SectionsMinRawsize
Numeric

Distinct count694
Unique (%)0.5%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean19564.87838
Minimum0
Maximum29000704
Zeros (%)20.7%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q1512
Median3584
Q39728
95-th percentile12288
Maximum29000704
Range29000704
Interquartile range9216

Descriptive statistics

Standard deviation354086.825
Coef of variation18.09808464
Kurtosis2308.883677
Mean19564.87838
MAD29243.99962
Skewness42.26941708
Sum2700872766
Variance1.253774796e+11
Memory size1.1 MiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[0.0000000e+00 5.0000000e-01 2.6000000e+01 5.6500000e+01 6.8000000e+01 ... 1.8529280e+06 8.4684800e+06 1.2615936e+07 1.3102080e+07 2.9000704e+07], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
9728 35832 26.0%
 
0 28589 20.7%
 
512 22841 16.5%
 
4096 6390 4.6%
 
1024 6020 4.4%
 
9216 5592 4.1%
 
1536 5088 3.7%
 
5120 3162 2.3%
 
3584 2957 2.1%
 
6656 1966 1.4%
 
Other values (684) 19610 14.2%
 

Minimum 5 values

ValueCountFrequency (%) 
0 28589 20.7%
 
1 6 < 0.1%
 
4 1 < 0.1%
 
8 1 < 0.1%
 
16 26 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
29000704 2 < 0.1%
 
28665344 2 < 0.1%
 
22176768 2 < 0.1%
 
20267520 2 < 0.1%
 
15719936 2 < 0.1%
 

SectionsMinVirtualsize
Highly correlated

This variable is highly correlated with SectionsMinRawsize and should be ignored for analysis

Correlation0.9991652712

SectionsNb
Numeric

Distinct count28
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean4.994509116
Minimum1
Maximum40
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum1
5-th percentile3
Q14
Median5
Q35
95-th percentile8
Maximum40
Range39
Interquartile range1

Descriptive statistics

Standard deviation1.915329251
Coef of variation0.3834869868
Kurtosis87.70666697
Mean4.994509116
MAD0.9445088191
Skewness6.277316318
Sum689477
Variance3.668486142
Memory size1.1 MiB
Histogram
Histogram with fixed size bins (bins=28)
Histogram
Histogram with variable size bins (bins=[ 1. 1.5 2.5 3.5 4.5 ... 23. 27. 33. 39. 40. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
5 71763 52.0%
 
4 17807 12.9%
 
3 16732 12.1%
 
7 10729 7.8%
 
6 9159 6.6%
 
8 6501 4.7%
 
1 2089 1.5%
 
2 1926 1.4%
 
9 430 0.3%
 
10 219 0.2%
 
Other values (18) 692 0.5%
 

Minimum 5 values

ValueCountFrequency (%) 
1 2089 1.5%
 
2 1926 1.4%
 
3 16732 12.1%
 
4 17807 12.9%
 
5 71763 52.0%
 

Maximum 5 values

ValueCountFrequency (%) 
40 68 < 0.1%
 
38 2 < 0.1%
 
28 97 0.1%
 
26 46 < 0.1%
 
25 32 < 0.1%
 

SizeOfCode
Numeric

Distinct count3809
Unique (%)2.8%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean242595.5627
Minimum0
Maximum1818586738
Zeros (%)4.4%
Mini histogram

Quantile statistics

Minimum0
5-th percentile512
Q130208
Median113664
Q3120320
95-th percentile648704
Maximum1818586738
Range1818586738
Interquartile range90112

Descriptive statistics

Standard deviation5754485.404
Coef of variation23.72048912
Kurtosis80996.59937
Mean242595.5627
MAD284807.0495
Skewness275.6827229
Sum3.348958964e+10
Variance3.311410227e+13
Memory size1.1 MiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[0.00000000e+00 8.00000000e+00 3.20000000e+02 6.41500000e+02 9.12000000e+02 ... 2.22745600e+07 2.22771200e+07 3.40792320e+07 6.45406720e+07 1.81858674e+09], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
120320 15184 11.0%
 
119808 10029 7.3%
 
0 6009 4.4%
 
7680 5507 4.0%
 
118784 5454 4.0%
 
37888 4000 2.9%
 
113664 3157 2.3%
 
117248 3059 2.2%
 
29184 2634 1.9%
 
28672 2594 1.9%
 
Other values (3799) 80420 58.3%
 

Minimum 5 values

ValueCountFrequency (%) 
0 6009 4.4%
 
16 2 < 0.1%
 
128 1 < 0.1%
 
512 1072 0.8%
 
771 1 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
1818586738 1 < 0.1%
 
1073827840 1 < 0.1%
 
74108928 1 < 0.1%
 
54972416 1 < 0.1%
 
51634176 1 < 0.1%
 

SizeOfHeaders
Numeric

Distinct count30
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean1297.87652
Minimum448
Maximum786432
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum448
5-th percentile1024
Q11024
Median1024
Q31024
95-th percentile4096
Maximum786432
Range785984
Interquartile range0

Descriptive statistics

Standard deviation5595.523021
Coef of variation4.311290738
Kurtosis17641.56136
Mean1297.87652
MAD539.8795155
Skewness129.3563751
Sum179167960
Variance31309877.88
Memory size1.1 MiB
Histogram
Histogram with fixed size bins (bins=30)
Histogram
Histogram with variable size bins (bins=[4.48000e+02 4.80000e+02 5.20000e+02 6.88000e+02 7.52000e+02 ... 6.14400e+03 1.86880e+04 3.95264e+05 7.47520e+05 7.86432e+05], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
1024 118689 86.0%
 
4096 10135 7.3%
 
512 5944 4.3%
 
1536 2414 1.7%
 
2048 539 0.4%
 
2560 80 0.1%
 
768 66 < 0.1%
 
728 52 < 0.1%
 
65536 36 < 0.1%
 
736 16 < 0.1%
 
Other values (20) 76 0.1%
 

Minimum 5 values

ValueCountFrequency (%) 
448 1 < 0.1%
 
512 5944 4.3%
 
528 2 < 0.1%
 
544 1 < 0.1%
 
576 2 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
786432 3 < 0.1%
 
770048 2 < 0.1%
 
724992 2 < 0.1%
 
65536 36 < 0.1%
 
30208 1 < 0.1%
 

SizeOfHeapCommit
Highly correlated

This variable is highly correlated with MinorSubsystemVersion and should be ignored for analysis

Correlation0.9999700019

SizeOfHeapReserve
Numeric

Distinct count30
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean1031957.512
Minimum0
Maximum13631488
Zeros (%)1.2%
Mini histogram

Quantile statistics

Minimum0
5-th percentile1048576
Q11048576
Median1048576
Q31048576
95-th percentile1048576
Maximum13631488
Range13631488
Interquartile range0

Descriptive statistics

Standard deviation181774.3953
Coef of variation0.176145232
Kurtosis279.6642671
Mean1031957.512
MAD40347.73152
Skewness4.434314804
Sum1.424586386e+11
Variance3.304193078e+10
Memory size1.1 MiB
Histogram
Histogram with fixed size bins (bins=30)
Histogram
Histogram with variable size bins (bins=[0.0000000e+00 2.0480000e+03 4.6080000e+03 8.0480000e+03 9.0960000e+03 ... 2.0725760e+06 2.1319680e+06 3.1805440e+06 8.9128960e+06 1.3631488e+07], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
1048576 135114 97.9%
 
0 1657 1.2%
 
4096 622 0.5%
 
32000 149 0.1%
 
4194304 143 0.1%
 
10240 137 0.1%
 
2097152 63 < 0.1%
 
65536 33 < 0.1%
 
8192 29 < 0.1%
 
69632 28 < 0.1%
 
Other values (20) 72 0.1%
 

Minimum 5 values

ValueCountFrequency (%) 
0 1657 1.2%
 
4096 622 0.5%
 
5120 4 < 0.1%
 
8000 3 < 0.1%
 
8096 6 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
13631488 1 < 0.1%
 
4194304 143 0.1%
 
2166784 4 < 0.1%
 
2097152 63 < 0.1%
 
2048000 1 < 0.1%
 

SizeOfImage
Numeric

Distinct count2312
Unique (%)1.7%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean815975.038
Minimum0
Maximum1410035712
Zeros (%)< 0.1%
Mini histogram

Quantile statistics

Minimum0
5-th percentile32768
Q1184320
Median516096
Q3528384
95-th percentile2129920
Maximum1410035712
Range1410035712
Interquartile range344064

Descriptive statistics

Standard deviation6530064.852
Coef of variation8.002775266
Kurtosis19646.22083
Mean815975.038
MAD804212.6597
Skewness117.6035024
Sum1.126429061e+11
Variance4.264174697e+13
Memory size1.1 MiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[0.00000000e+00 3.37600000e+03 4.04800000e+03 8.00000000e+03 8.44800000e+03 ... 2.96898560e+07 3.50842880e+07 1.02725632e+08 3.61533440e+08 1.41003571e+09], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
528384 24233 17.6%
 
520192 9573 6.9%
 
339968 4190 3.0%
 
81920 4055 2.9%
 
524288 3742 2.7%
 
221184 3146 2.3%
 
851968 3009 2.2%
 
16384 2766 2.0%
 
516096 2635 1.9%
 
180224 2002 1.5%
 
Other values (2302) 78696 57.0%
 

Minimum 5 values

ValueCountFrequency (%) 
0 1 < 0.1%
 
512 1 < 0.1%
 
3072 2 < 0.1%
 
3200 1 < 0.1%
 
3552 2 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
1410035712 1 < 0.1%
 
671088640 3 < 0.1%
 
661667840 1 < 0.1%
 
536899584 1 < 0.1%
 
386695168 1 < 0.1%
 

SizeOfInitializedData
Numeric

Distinct count3217
Unique (%)2.3%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean450486.6748
Minimum0
Maximum4294966272
Zeros (%)1.3%
Mini histogram

Quantile statistics

Minimum0
5-th percentile2560
Q124576
Median263168
Q3385024
95-th percentile682496
Maximum4294966272
Range4294966272
Interquartile range360448

Descriptive statistics

Standard deviation21015985.18
Coef of variation46.65173547
Kurtosis38335.03337
Mean450486.6748
MAD453481.7583
Skewness191.4932835
Sum6.218833399e+10
Variance4.416716332e+14
Memory size1.1 MiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[0.00000000e+00 6.40000000e+01 4.48000000e+02 5.76000000e+02 8.32000000e+02 ... 3.34720000e+07 7.92896000e+07 3.61163776e+08 4.29490586e+09 4.29496627e+09], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
385024 26146 18.9%
 
14848 3750 2.7%
 
1536 3000 2.2%
 
682496 2952 2.1%
 
389632 2918 2.1%
 
8192 2597 1.9%
 
392192 2281 1.7%
 
309760 2260 1.6%
 
445952 2139 1.5%
 
15360 2056 1.5%
 
Other values (3207) 87948 63.7%
 

Minimum 5 values

ValueCountFrequency (%) 
0 1855 1.3%
 
128 1 < 0.1%
 
320 1 < 0.1%
 
384 2 < 0.1%
 
512 162 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
4294966272 1 < 0.1%
 
4294909952 1 < 0.1%
 
4294901760 1 < 0.1%
 
1680749107 1 < 0.1%
 
1409378816 1 < 0.1%
 

SizeOfOptionalHeader
Highly correlated

This variable is highly correlated with Machine and should be ignored for analysis

Correlation0.9975412078

SizeOfStackCommit
Numeric

Distinct count40
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean5445.542808
Minimum0
Maximum2097152
Zeros (%)1.3%
Mini histogram

Quantile statistics

Minimum0
5-th percentile4096
Q14096
Median4096
Q34096
95-th percentile16384
Maximum2097152
Range2097152
Interquartile range0

Descriptive statistics

Standard deviation18047.24211
Coef of variation3.314130977
Kurtosis5801.859693
Mean5445.542808
MAD2551.63234
Skewness67.92858101
Sum751740848
Variance325702947.6
Memory size1.1 MiB
Histogram
Histogram with fixed size bins (bins=40)
Histogram
Histogram with variable size bins (bins=[0.000000e+00 1.280000e+02 2.560000e+03 6.048000e+03 8.096000e+03 ... 7.065600e+04 1.433600e+05 3.810720e+05 1.572864e+06 2.097152e+06], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
4096 123320 89.3%
 
16384 8634 6.3%
 
8192 3470 2.5%
 
0 1778 1.3%
 
32768 235 0.2%
 
57344 147 0.1%
 
65536 131 0.1%
 
24576 94 0.1%
 
49152 59 < 0.1%
 
12288 49 < 0.1%
 
Other values (30) 130 0.1%
 

Minimum 5 values

ValueCountFrequency (%) 
0 1778 1.3%
 
256 2 < 0.1%
 
1024 1 < 0.1%
 
4096 123320 89.3%
 
8000 2 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
2097152 3 < 0.1%
 
1048576 18 < 0.1%
 
1036288 2 < 0.1%
 
1032192 2 < 0.1%
 
815104 2 < 0.1%
 

SizeOfStackReserve
Numeric

Distinct count40
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean930247.7282
Minimum0
Maximum33554432
Zeros (%)1.3%
Mini histogram

Quantile statistics

Minimum0
5-th percentile262144
Q11048576
Median1048576
Q31048576
95-th percentile1048576
Maximum33554432
Range33554432
Interquartile range0

Descriptive statistics

Standard deviation555008.0632
Coef of variation0.5966239384
Kurtosis487.6986619
Mean930247.7282
MAD299955.5508
Skewness11.599006
Sum1.284179081e+11
Variance3.080339503e+11
Memory size1.1 MiB
Histogram
Histogram with fixed size bins (bins=40)
Histogram
Histogram with variable size bins (bins=[0.0000000e+00 2.0480000e+03 7.1680000e+03 2.4192000e+04 4.8768000e+04 ... 4.5971520e+06 9.1943040e+06 1.0242880e+07 1.4680064e+07 3.3554432e+07], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
1048576 101750 73.7%
 
262144 27129 19.7%
 
2097152 4421 3.2%
 
524288 1778 1.3%
 
0 1755 1.3%
 
4194304 822 0.6%
 
32000 149 0.1%
 
4096 39 < 0.1%
 
327680 36 < 0.1%
 
1310720 34 < 0.1%
 
Other values (30) 134 0.1%
 

Minimum 5 values

ValueCountFrequency (%) 
0 1755 1.3%
 
4096 39 < 0.1%
 
10240 1 < 0.1%
 
16384 12 < 0.1%
 
32000 149 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
33554432 4 < 0.1%
 
30408704 1 < 0.1%
 
16777216 7 < 0.1%
 
12582912 22 < 0.1%
 
10485760 3 < 0.1%
 

SizeOfUninitializedData
Numeric

Distinct count441
Unique (%)0.3%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean100952.5053
Minimum0
Maximum4294940713
Zeros (%)88.3%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0
Q30
95-th percentile109568
Maximum4294940713
Range4294940713
Interquartile range0

Descriptive statistics

Standard deviation16352876.18
Coef of variation161.9858381
Kurtosis68914.19261
Mean100952.5053
MAD190139.4642
Skewness262.4166734
Sum1.39361905e+10
Variance2.674165594e+14
Memory size1.1 MiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[0.00000000e+00 4.00000000e+00 2.64000000e+02 7.68000000e+02 1.06800000e+03 ... 8.15923200e+06 1.70721280e+07 6.80714240e+07 4.29467181e+09 4.29494071e+09], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 121931 88.3%
 
1024 3651 2.6%
 
110592 2504 1.8%
 
16896 2390 1.7%
 
8192 1138 0.8%
 
154624 993 0.7%
 
512 550 0.4%
 
888832 432 0.3%
 
880640 303 0.2%
 
65536 289 0.2%
 
Other values (431) 3866 2.8%
 

Minimum 5 values

ValueCountFrequency (%) 
0 121931 88.3%
 
8 1 < 0.1%
 
16 2 < 0.1%
 
512 550 0.4%
 
1024 3651 2.6%
 

Maximum 5 values

ValueCountFrequency (%) 
4294940713 1 < 0.1%
 
4294402898 1 < 0.1%
 
69378048 1 < 0.1%
 
66764800 1 < 0.1%
 
23060480 1 < 0.1%
 

Subsystem
Categorical

Distinct count4
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
2
113911
3
 
22640
1
 
1457
ValueCountFrequency (%) 
2 113911 82.5%
 
3 22640 16.4%
 
1 1457 1.1%
 
16 39 < 0.1%
 
Max length2
Mean length1.000282512
Min length1
Contains charsFalse
Contains digitsTrue
Contains spacesFalse
Contains non-wordsFalse

VersionInformationSize
Numeric

Distinct count20
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean12.36311546
Minimum0
Maximum26
Zeros (%)21.6%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q113
Median15
Q316
95-th percentile19
Maximum26
Range26
Interquartile range3

Descriptive statistics

Standard deviation6.798878197
Coef of variation0.5499324356
Kurtosis-0.3164934851
Mean12.36311546
MAD5.454754521
Skewness-1.036408486
Sum1706691
Variance46.22474473
Memory size1.1 MiB
Histogram
Histogram with fixed size bins (bins=20)
ValueCountFrequency (%) 
15 36601 26.5%
 
16 30380 22.0%
 
0 29872 21.6%
 
14 13608 9.9%
 
17 7782 5.6%
 
18 6218 4.5%
 
23 5330 3.9%
 
10 1898 1.4%
 
13 1515 1.1%
 
19 1319 1.0%
 
Other values (10) 3524 2.6%
 

Minimum 5 values

ValueCountFrequency (%) 
0 29872 21.6%
 
7 73 0.1%
 
8 80 0.1%
 
9 143 0.1%
 
10 1898 1.4%
 

Maximum 5 values

ValueCountFrequency (%) 
26 33 < 0.1%
 
25 2 < 0.1%
 
23 5330 3.9%
 
22 26 < 0.1%
 
21 136 0.1%
 

Correlations

Missing values

Sample

First rows

AddressOfEntryPointBaseOfCodeBaseOfDataCharacteristicsCheckSumDllCharacteristicsExportNbFileAlignmentImageBaseImportsNbImportsNbDLLImportsNbOrdinallegitimateLoadConfigurationSizeLoaderFlagsMachineMajorImageVersionMajorLinkerVersionMajorOperatingSystemVersionMajorSubsystemVersionmd5MinorImageVersionMinorLinkerVersionMinorOperatingSystemVersionMinorSubsystemVersionNameNumberOfRvaAndSizesResourcesMaxEntropyResourcesMaxSizeResourcesMeanEntropyResourcesMeanSizeResourcesMinEntropyResourcesMinSizeResourcesNbSectionAlignmentSectionMaxRawsizeSectionMaxVirtualsizeSectionsMaxEntropySectionsMeanEntropySectionsMeanRawsizeSectionsMeanVirtualsizeSectionsMinEntropySectionsMinRawsizeSectionsMinVirtualsizeSectionsNbSizeOfCodeSizeOfHeadersSizeOfHeapCommitSizeOfHeapReserveSizeOfImageSizeOfInitializedDataSizeOfOptionalHeaderSizeOfStackCommitSizeOfStackReserveSizeOfUninitializedDataSubsystemVersionInformationSize
061354096372736258485887102405124194304.00001003320901631ea355665f28d4707448e442fbf5b80000memtest.exe163.537939180323.2628238797.0000002.568844216440963251205518487.2210515.76680759712.0126875.8753.6074301024896836198410244096104857610362881157122244096104857601616
18177840961433603330188943330880512771751936.018170172033209559d10f99a6712e28f8acd5641e3a7ea6b0011ose.exe165.08017711564.250461837.0000003.420744518240961305601302966.5669094.83968835584.037322.0002.37352520481840413056010244096104857615974419968224409610485760218
2350896409681100833301159817328321512771751936.02351421172033209554d92f518527353c0db88a70fddcfd3900011setup.exe165.2718132703764.42632431102.2727272.8464491041140965171205167607.6009576.409558273408.0284498.0004.885191215042145645171201024409610485761150976621568224409610485760218
34512584096798720258867570330881512771751936.036015617203320955a41e524f8d45f0074fd07805ff0c9b120011DW20.EXE166.40072042644.3642911457.0000002.669314901040965857285854887.5949296.641731207872.0238502.0005.64256515360152084585728102440961048576962560369152224409610485760218
42173814096536576258579287330881512771751936.019410417203320955c87e561258f2f8650cef999bf643a7310011dwtrig20.exe165.19060313004.3061001074.5000003.421598849240962949122948167.6083056.252684128128.0135350.0004.182282256023204294912102440961048576552960247296224409610485760218
5448840968192258574363411205124194304.011301003320955e6e5a0ab3b1a27127c5c4a29b237d8230000airappinstaller.exe167.965023146714.8435453858.6000002.71857710410409639424391806.7859964.2076649420.89226.0001.93316151227255121024409610485766553646592224409610485760216
621933140962293762903594723308805124194304.025011617203320955dd7d901720f71e7e4f5fb13ec973d8e90000AcroBroker.exe165.23216786483.8927791629.1428571.34631452740962227202222556.5326615.58670857958.457968.2004.8460961024010090522272010244096104857630310467072224409610485760216
7587663409683148829014956453308805124194304.054391317203320955540c61844ccd78c121c3ef48f3a34f0e0000AcroRd32.exe166.3738902703764.10263611939.6896551.664392942940968238088235946.5886795.266694294809.6298220.0003.694051153603344858238081024409610485761507328650240224409610485760215
8675140968192290283163308805124194304.06130172033209559afe3c62668f55b8433cde602258236e0000AcroRd32Info.exe165.92981211645.097499616.5000003.4359939444096409638805.9774424.1449122252.82177.6000.39368951266454096102440961048576245767168224409610485760215
927055409636864290909883308805124194304.01006017203320955ba621a96e44f6558c08cf25b40cb1bd40000AcroTextExtractor.exe165.0154079244.235788820.0000003.4561697162409629696292315.8226114.6710438499.28331.8002.834778102414245296961024409610485765734412800224409610485760215

Last rows

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